computationally difficult

USAGE SUMMARY

The phrase "computationally difficult" is correct and usable in written English.
It can be used in contexts discussing problems or tasks that require significant computational resources or time to solve. Example: "The algorithm was designed to tackle problems that are computationally difficult, ensuring efficient processing even for large datasets."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Unfortunately, these dynamical measures are computationally difficult to determine.

University of California, Berkeley

The shorter the piece, the more computationally difficult it is to sew them together.

MIT Technology Review

Drawing graphs as nodes connected by links is visually compelling but computationally difficult.

Stanford University

This problem is a computationally difficult one because of its inherent combinatorial nature.

International Journal of Production Economics

DNA computation has the potential to tackle computationally difficult problems that have real-world implications.

Surface Science

However, this formulation is computationally difficult to solve optimally using an exact approach.

Computers & Operations Research

We show that some problems of inferring functional dependencies (e.g., constructing an irredundant FD-cover) are computationally difficult.

Artificial Intelligence

The empirical results indicate the success and potential of selection hyper-heuristics for solving this computationally difficult problem.

Renewable Energy

However, analyzing any large dataset can be computationally difficult, particularly when newly developed methods for species tree estimation are used.

Molecular Phylogenetics and Evolution

This optimization problem is computationally difficult because it involves variations of the inverse of the structural stiffness matrix.

Computer Methods in Applied Mechanics and Engineering

As single computer systems approach the technological limits of their performance, computer scientists are turning to multiprocessing as a means of solving computationally difficult problems.

University of California, Berkeley

Expert writing Tips

Best practice

When describing computational problems, specify what makes the computation "computationally difficult". Is it the dataset size, algorithm complexity, or resource requirements?

Common error

Avoid simply stating that a problem is "computationally difficult" without providing context. Explain the specific constraints or challenges that contribute to the difficulty, such as the size of the dataset or the algorithm's time complexity.

Linguistic Context

The phrase "computationally difficult" functions as an adjective phrase, describing the characteristic of a problem or task that requires significant computational resources or time to solve. Ludwig provides ample examples of its use in diverse contexts, confirming its grammatical correctness.

Expression frequency: Very common

Frequent in

Science

68%

Academia

20%

News & Media

7%

Less common in

Formal & Business

5%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "computationally difficult" is a common and grammatically sound way to describe problems or tasks that require substantial computational resources or time. As shown by Ludwig, it is frequently used in scientific and academic contexts to highlight the challenges in solving complex problems. Alternative phrases, such as "computationally intensive" or "computationally expensive", can be used depending on the specific aspect you want to emphasize. When using "computationally difficult", be specific about what makes the computation difficult, and avoid overgeneralizations.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Emphasizes the high computational resources required.

computationally expensive

Highlights the high cost (in terms of time or resources) of computation.

computationally challenging

Focuses on the difficulty and complexity of the computational task.

algorithmically complex

Specifically refers to the complexity of the underlying algorithm.

computationally prohibitive

Indicates that the computation is too costly to be feasible.

resource-intensive computation

Highlights the significant resources required for the computation.

mathematically intractable

Suggests that a mathematical solution is impossible or impractical to obtain.

highly complex calculation

Focuses on the complexity of the specific calculation involved.

demanding computational task

Emphasizes the high demands placed on computational resources.

computationally unreasonable

Implies that the computational requirements are beyond practical limits.

FAQs

How can I use "computationally difficult" in a sentence?

You can use "computationally difficult" to describe problems that require significant computational resources. For example, "Factoring large numbers is a "computationally difficult" task."

What are some alternatives to saying "computationally difficult"?

Alternatives include "computationally intensive", "computationally expensive", or "computationally challenging" depending on the context.

Is it better to say "computationally difficult" or "computationally complex"?

Both are correct, but "computationally difficult" often implies that the problem requires significant resources to solve, while "computationally complex" focuses on the intricacy of the underlying algorithm.

Why are some problems considered "computationally difficult"?

Problems can be "computationally difficult" due to factors like the size of the input data, the complexity of the algorithm required to solve them, or limitations in available computing power.